DocumentCode :
3015614
Title :
3D human pose tracking based on depth camera and dynamic programming optimization
Author :
Lie, Wen-Nung ; Shiu, Hung-Wei ; Huang, Chieh
Author_Institution :
Department of Electrical Engineering, National Chung Cheng University, 160, San-Hsing, Ming-Hsiung, Chia-Yi, 621, Taiwan, ROC.
fYear :
2012
fDate :
20-23 May 2012
Firstpage :
1863
Lastpage :
1866
Abstract :
Depth camera has gained much more attention in applications of human computer interactivity. In this paper, we present an approach to tracking 3D human pose by constructing/estimating an articulated upper body joint model from depth data captured by Kinect camera. The system first calibrates the human pose parameters by processing the depth data of an initial pose. After that, the dynamic programming (DP) approach is performed for the tracking of joints, intending to optimize their observations in depth images and conformation to some physical constraints. Experiments show satisfactory tracking results. A performance comparison with the PrimeSense NITE program is also given. The current implementation presents a processing speed of over 30 frames per second.
Keywords :
Biological system modeling; Cameras; Dynamic programming; Humans; Joints; Solid modeling; Tracking;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Circuits and Systems (ISCAS), 2012 IEEE International Symposium on
Conference_Location :
Seoul, Korea (South)
ISSN :
0271-4302
Print_ISBN :
978-1-4673-0218-0
Type :
conf
DOI :
10.1109/ISCAS.2012.6271633
Filename :
6271633
Link To Document :
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